{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "from influxdb import InfluxDBClient\n",
    "import talib as  ta\n",
    "import warnings\n",
    "from matplotlib import pyplot as plt\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def init_day_df(df):\n",
    "    df['time'] = pd.to_datetime(df['time'])\n",
    "    df['time'] = df.time.apply(lambda x: x.strftime(\"%Y%m%d\"))\n",
    "    df = df.set_index('time')\n",
    "    return df\n",
    "\n",
    "def init_min_df(df):\n",
    "    df['time'] = pd.to_datetime(df['time'])\n",
    "    df['int_time'] = df.time.apply(lambda x: x.strftime(\"%H%M\"))\n",
    "\n",
    "    df['time'] = df['int_time']\n",
    "    df = df.set_index('time')\n",
    "    return df\n",
    "\n",
    "def plot_curve(plot_dict):\n",
    "    \"\"\"\n",
    "    plot the net asset value curve\n",
    "    :param plot_dict: type--dict, {label name (str): time series data (pd.Series)}\n",
    "    :return: None\n",
    "    \"\"\"\n",
    "    import matplotlib.pyplot as plt\n",
    "    fig, ax = plt.subplots(figsize=(14, 8))\n",
    "    fig.patch.set_facecolor('white')\n",
    "    transparency_level = 1.\n",
    "    \n",
    "    for _ts_label, _ts_curve in plot_dict.items():\n",
    "        _ts_curve.plot(ax=ax, lw=1.5, label=_ts_label, alpha=transparency_level)\n",
    "    \n",
    "    ax.legend(loc='upper left', shadow=True)    \n",
    "\n",
    "    plt.show() \n",
    "\n",
    "    \n",
    "def get_df_smas(df, lenthlist):\n",
    "    df_temp = pd.DataFrame(df['close'])\n",
    "    for i in lenthlist:\n",
    "        df_temp['sma_'+ str(i)] = ta.SMA(df['close'], i)\n",
    "    \n",
    "    return df_temp\n",
    "\n",
    "def get_df_smas_withoutclose(df, lenthlist):\n",
    "    df_temp = pd.DataFrame(df['time'])\n",
    "    \n",
    "    for i in lenthlist:\n",
    "        df_temp['sma_'+ str(i)] = talib.SMA(df['close'], i)\n",
    "    \n",
    "    return df_temp\n",
    "\n",
    "# 2.布林线BBANDS\n",
    "# 参数说明：talib.BBANDS(close, timeperiod, matype)\n",
    "# close:收盘价；timeperiod:周期；matype:平均方法(bolling线的middle线 = MA，用于设定哪种类型的MA)\n",
    "# MA_Type: 0=SMA, 1=EMA, 2=WMA, 3=DEMA, 4=TEMA, 5=TRIMA, 6=KAMA, 7=MAMA, 8=T3 (Default=SMA)\n",
    "# upper, middle, lower = talib.BBANDS(close,5,matype = ta.MA_Type.EMA)\n",
    "\n",
    "def get_min_bbands(df):\n",
    "    df_bbands = pd.DataFrame(df['close'])\n",
    "    df_bbands['upper'], df_bbands['middle'], df_bbands['lower'] = ta.BBANDS(\n",
    "                df.close, \n",
    "                timeperiod=20,\n",
    "                # number of non-biased standard deviations from the mean\n",
    "                nbdevup= 2,\n",
    "                nbdevdn= 2,\n",
    "                # Moving average type: simple moving average here\n",
    "                matype=0)\n",
    "    df_bbands['signal_B'] = df_bbands['close'] <= df_bbands['lower']\n",
    "    df_bbands['signal_S'] = df_bbands['close'] >= df_bbands['upper']\n",
    "    return df_bbands\n",
    "\n",
    "def get_day_bbands(df):\n",
    "    df_bbands = pd.DataFrame(df['close'])\n",
    "    df_bbands['upper'], df_bbands['middle'], df_bbands['lower'] = ta.BBANDS(\n",
    "                df.close, \n",
    "                timeperiod=10,\n",
    "                # number of non-biased standard deviations from the mean\n",
    "                nbdevup= 2,\n",
    "                nbdevdn= 2,\n",
    "                # Moving average type: simple moving average here\n",
    "                matype=0)\n",
    "    df_bbands['signal_B'] = df_bbands['close'] <= df_bbands['lower']\n",
    "    df_bbands['signal_S'] = df_bbands['close'] >= df_bbands['upper']\n",
    "    return df_bbands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "current_time = datetime.datetime.now()\n",
    "current_time\n",
    "dbname = \"KlineIndex\"\n",
    "symbol = '02899'\n",
    "dbname = \"Kline9\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sqlmin = \"select * from rp_month.KlineMin1 where symbol='{}' and  time > '{}-{}-{} 09:00:00'\".format(\n",
    "    symbol,\n",
    "        current_time.year,\n",
    "        str(current_time.month).rjust(2, '0'),\n",
    "        str(current_time.day).rjust(2, '0'))\n",
    "\n",
    "sqlday = \"select * from KlineDay where symbol='{}' and  time > '{}-01-01 00:00:00'\".format(symbol,\n",
    "        current_time.year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "client = InfluxDBClient('192.168.3.108',8086)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "rsmin = client.query(sqlmin, database=dbname)\n",
    "df_min = pd.DataFrame(rsmin.get_points())\n",
    "df_min  = init_min_df(df_min)\n",
    "\n",
    "df_min_brand = get_min_bbands(df_min)\n",
    "df_min_smas = get_df_smas(df_min, [5,30,60])\n",
    "df_min_all = pd.merge(df_min_smas, df_min_brand, on='time')\n",
    "#df_all.index = df_brand.index\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_min_brand = df_min_brand.select_dtypes(float)\n",
    "plot_curve(df_min_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(df_min_smas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_all' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-17-483685cb8b19>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplot_curve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_all\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect_dtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df_all' is not defined"
     ]
    }
   ],
   "source": [
    "plot_curve(df_all.select_dtypes(float))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "rsday = client.query(sqlday, database=dbname)\n",
    "df_day = pd.DataFrame(rsday.get_points())\n",
    "df_day  = init_day_df(df_day)\n",
    "\n",
    "df_day_brand = get_day_bbands(df_day)\n",
    "df_day_smas = get_df_smas(df_day, [5,10])\n",
    "#df_day_all = pd.merge(df_day_smas, df_day_brand, on='time')\n",
    "\n",
    "df_day_b = df_day_brand[df_day_brand['signal_B'] ==  True]\n",
    "df_day_s = df_day_brand[df_day_brand['signal_S'] ==  True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_day_brand = df_day_brand.select_dtypes(float)\n",
    "plot_curve(df_day_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(df_day_smas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "304"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>sma_5</th>\n",
       "      <th>sma_30</th>\n",
       "      <th>sma_60</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0931</th>\n",
       "      <td>25997.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0932</th>\n",
       "      <td>25944.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0933</th>\n",
       "      <td>25922.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0934</th>\n",
       "      <td>25909.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0935</th>\n",
       "      <td>25922.82</td>\n",
       "      <td>25939.508</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         close      sma_5  sma_30  sma_60\n",
       "time                                     \n",
       "0931  25997.45        NaN     NaN     NaN\n",
       "0932  25944.93        NaN     NaN     NaN\n",
       "0933  25922.64        NaN     NaN     NaN\n",
       "0934  25909.70        NaN     NaN     NaN\n",
       "0935  25922.82  25939.508     NaN     NaN"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_smas.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"select * from rp_month.KlineMin1 where symbol='02899' and  time > '2021-09-08 09:00:00'\""
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqlmin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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